paper-draft1

Not MoI related

Timepoint by timepoint

## `summarise()` has grouped output by 'valid', 'within_trial_TR'. You can override
## using the `.groups` argument.

Timepoint p-values for ca23dg-body
within_trial_TR	valid-invalid	valid-valid	paired
1	0.619	0.877	0.638
2	0.539	0.979	0.638
3	0.156	0.068	0.011
4	0.047	0.038	0.002
5	0.347	0.438	0.216
6	0.886	0.531	0.612
7	0.926	0.596	0.828
8	0.762	0.027	0.293
9	0.600	0.034	0.227
10	0.196	0.018	0.536
11	0.259	0.671	0.302
12	0.130	0.620	0.130
13	0.262	0.583	0.305
14	0.752	0.336	0.406
15	0.501	0.155	0.633
16	0.729	0.048	0.336
17	0.493	0.013	0.016
18	0.817	0.055	0.169
19	0.276	0.822	0.317
20	0.591	0.539	0.474
21	0.220	0.086	0.756
22	0.771	0.339	0.536
23	0.176	0.052	0.413
24	0.024	0.260	0.460

Timepoint p-values for ca23dg-body
within_trial_TR	valid-invalid	valid-valid	paired
1	0.130	0.809	0.324
2	0.899	0.658	0.839
3	0.329	0.616	0.355
4	0.217	0.247	0.146
5	0.227	0.645	0.639
6	0.755	0.438	0.330
7	0.744	0.930	0.755
8	0.285	0.840	0.410
9	0.637	0.445	0.413
10	0.758	0.901	0.735
11	0.634	0.147	0.165
12	0.498	0.563	0.381
13	0.841	0.249	0.347
14	0.283	0.740	0.627
15	0.469	0.319	0.854
16	0.689	0.516	0.477
17	0.842	0.231	0.442
18	0.864	0.067	0.138
19	0.247	0.716	0.359
20	0.127	0.968	0.342
21	0.056	0.356	0.618
22	0.031	0.281	0.536
23	0.395	0.542	0.822
24	0.594	0.513	0.358

Segments-based

## `summarise()` has grouped output by 'valid', 'segment', 'roi'. You can override using the `.groups` argument.
## `summarise()` has grouped output by 'valid', 'segment'. You can override using the `.groups` argument.

STATS

ANOVA across ROI (ca23dg & ca1), segment, and valid

lmer

## Type III Analysis of Variance Table with Satterthwaite's method
##                       Sum Sq    Mean Sq NumDF DenDF F value  Pr(>F)  
## segment           2.5970e-05 8.6567e-06     3   585  1.0923 0.35176  
## valid             3.0460e-06 3.0458e-06     1   585  0.3843 0.53554  
## roi               2.3639e-05 2.3639e-05     1   585  2.9828 0.08468 .
## segment:valid     3.7820e-05 1.2607e-05     3   585  1.5907 0.19049  
## segment:roi       7.6381e-05 2.5460e-05     3   585  3.2126 0.02262 *
## valid:roi         2.4862e-05 2.4862e-05     1   585  3.1371 0.07705 .
## segment:valid:roi 2.1555e-05 7.1850e-06     3   585  0.9066 0.43754  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq    Mean Sq NumDF DenDF F value  Pr(>F)  
## segment     6.2956e-05 2.0985e-05     3   273  2.8824 0.03626 *
## roi         8.0000e-09 7.7000e-09     1   273  0.0011 0.97407  
## segment:roi 6.0705e-05 2.0235e-05     3   273  2.7793 0.04152 *
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Valid related

## Type III Analysis of Variance Table with Satterthwaite's method
##                   Sum Sq    Mean Sq NumDF DenDF F value  Pr(>F)  
## segment       8.5572e-05 2.8524e-05     3   273  3.1768 0.02459 *
## valid         2.2656e-05 2.2656e-05     1   273  2.5233 0.11334  
## segment:valid 5.0857e-05 1.6952e-05     3   273  1.8880 0.13184  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

##                                              Estimate   Std. Error      df
## (Intercept)                             -0.0007061597 0.0004943842 298.104
## segmentearly-similar                    -0.0004244461 0.0006700305 273.000
## segmentlate-similar                      0.0015445943 0.0006700305 273.000
## segmentdifferent                         0.0013927616 0.0006700305 273.000
## validvalid-invalid                       0.0013719033 0.0006700305 273.000
## segmentearly-similar:validvalid-invalid -0.0002081423 0.0009475662 273.000
## segmentlate-similar:validvalid-invalid  -0.0019975159 0.0009475662 273.000
## segmentdifferent:validvalid-invalid     -0.0011533014 0.0009475662 273.000
##                                            t value   Pr(>|t|)
## (Intercept)                             -1.4283621 0.15423452
## segmentearly-similar                    -0.6334728 0.52695528
## segmentlate-similar                      2.3052596 0.02190211
## segmentdifferent                         2.0786539 0.03858305
## validvalid-invalid                       2.0475236 0.04156364
## segmentearly-similar:validvalid-invalid -0.2196599 0.82630020
## segmentlate-similar:validvalid-invalid  -2.1080488 0.03593821
## segmentdifferent:validvalid-invalid     -1.2171196 0.22460982

## Type III Analysis of Variance Table with Satterthwaite's method
##                   Sum Sq    Mean Sq NumDF DenDF F value   Pr(>F)   
## segment       1.1173e-05 1.1173e-05     1   117  1.3374 0.249855   
## valid         6.4296e-05 6.4296e-05     1   117  7.6958 0.006444 **
## segment:valid 4.3300e-07 4.3300e-07     1   117  0.0519 0.820263   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

##                                              Estimate   Std. Error       df
## (Intercept)                             -0.0007061597 0.0005168321 136.5235
## segmentearly-similar                    -0.0004244461 0.0006463221 117.0000
## validvalid-invalid                       0.0013719033 0.0006463221 117.0000
## segmentearly-similar:validvalid-invalid -0.0002081423 0.0009140375 117.0000
##                                            t value   Pr(>|t|)
## (Intercept)                             -1.3663233 0.17408374
## segmentearly-similar                    -0.6567099 0.51265710
## validvalid-invalid                       2.1226311 0.03589298
## segmentearly-similar:validvalid-invalid -0.2277175 0.82026336

##                                              Estimate   Std. Error       df
## (Intercept)                              6.912670e-05 0.0004112905 310.7665
## segmentearly-similar                    -2.377561e-04 0.0005746858 273.0000
## segmentlate-similar                      1.040880e-04 0.0005746858 273.0000
## segmentdifferent                        -4.153147e-04 0.0005746858 273.0000
## validvalid-invalid                      -4.681640e-04 0.0005746858 273.0000
## segmentearly-similar:validvalid-invalid  7.749375e-04 0.0008127284 273.0000
## segmentlate-similar:validvalid-invalid   7.104904e-05 0.0008127284 273.0000
## segmentdifferent:validvalid-invalid      1.791803e-06 0.0008127284 273.0000
##                                              t value  Pr(>|t|)
## (Intercept)                              0.168072676 0.8666354
## segmentearly-similar                    -0.413715050 0.6794076
## segmentlate-similar                      0.181121591 0.8564065
## segmentdifferent                        -0.722681392 0.4704943
## validvalid-invalid                      -0.814643441 0.4159865
## segmentearly-similar:validvalid-invalid  0.953501232 0.3411797
## segmentlate-similar:validvalid-invalid   0.087420402 0.9304014
## segmentdifferent:validvalid-invalid      0.002204677 0.9982425

## Type III Analysis of Variance Table with Satterthwaite's method
##                   Sum Sq    Mean Sq NumDF DenDF F value Pr(>F)
## segment       1.6779e-05 5.5930e-06     3   273  0.8467 0.4693
## valid         5.2519e-06 5.2519e-06     1   273  0.7951 0.3733
## segment:valid 8.5179e-06 2.8393e-06     3   273  0.4299 0.7318

t-tests

## 
##  Paired t-test
## 
## data:  sub_p2 %>% filter(roi == "ca23dg-body" & valid == "valid-valid" & segment == "early-similar") %>% .$m and sub_p2 %>% filter(roi == "ca23dg-body" & valid == "valid-valid" & segment == "late-similar") %>% .$m
## t = -3.8389, df = 39, p-value = 0.0004419
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.0030065100 -0.0009315708
## sample estimates:
## mean of the differences 
##             -0.00196904

## 
##  Paired t-test
## 
## data:  sub_p2 %>% filter(roi == "ca23dg-body" & valid == "valid-valid" & segment == "same") %>% .$m and sub_p2 %>% filter(roi == "ca23dg-body" & valid == "valid-valid" & segment == "late-similar") %>% .$m
## t = -2.53, df = 39, p-value = 0.01556
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.0027794594 -0.0003097291
## sample estimates:
## mean of the differences 
##            -0.001544594

Valid Stats
roi	valid-invalid	valid-valid	paired
same
ca1-body	0.249	0.849	0.323
ca23dg-body	0.267	0.204	0.065
evc	0.000	0.000	0.112
ppa	0.000	0.000	0.144
early-similar
ca1-body	0.769	0.697	0.635
ca23dg-body	0.948	0.008	0.051
evc	0.000	0.000	0.083
ppa	0.000	0.000	0.797
late-similar
ca1-body	0.591	0.656	0.475
ca23dg-body	0.687	0.043	0.385
evc	0.000	0.000	0.247
ppa	0.000	0.000	0.066
different
ca1-body	0.046	0.475	0.459
ca23dg-body	0.052	0.176	0.735
evc	0.000	0.000	0.554
ppa	0.463	0.806	0.731

Pre- and Post- MoI

## `summarise()` has grouped output by 'route'. You can override using the `.groups` argument.
## Joining, by = c("route", "sub")

## `summarise()` has grouped output by 'sub', 'roi', 'within_trial_TR'. You can override using the `.groups` argument.
## Joining, by = c("valid", "within_trial_TR", "roi", "sub")

3-3-3s around MoI

## `summarise()` has grouped output by 'roi', 'valid', 'sub'. You can override using the `.groups` argument.
## `summarise()` has grouped output by 'roi', 'valid'. You can override using the `.groups` argument.

STATS

lmer

## Type III Analysis of Variance Table with Satterthwaite's method
##                 Sum Sq    Mean Sq NumDF DenDF F value  Pr(>F)   
## segment     4.3209e-05 2.1604e-05     2   195  3.3004 0.03894 * 
## roi         1.8390e-05 1.8390e-05     1   195  2.8094 0.09531 . 
## segment:roi 6.9620e-05 3.4810e-05     2   195  5.3178 0.00564 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## Type III Analysis of Variance Table with Satterthwaite's method
##             Sum Sq    Mean Sq NumDF DenDF F value    Pr(>F)    
## segment 0.00010697 5.3487e-05     2    78  7.5692 0.0009901 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## Type III Analysis of Variance Table with Satterthwaite's method
##             Sum Sq    Mean Sq NumDF DenDF F value Pr(>F)
## segment 5.8534e-06 2.9267e-06     2    78  0.5552 0.5762

## Type III Analysis of Variance Table with Satterthwaite's method
##                   Sum Sq    Mean Sq NumDF DenDF F value  Pr(>F)  
## segment       7.9578e-05 3.9789e-05     2   195  4.3749 0.01385 *
## valid         4.1846e-05 4.1846e-05     1   195  4.6011 0.03319 *
## segment:valid 3.2571e-05 1.6285e-05     2   195  1.7906 0.16960  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1